A tutorial for information theory in neuroscience

NM Timme, C Lapish - eneuro, 2018 - eneuro.org
… of the neuroscience examples. To foster continued use of information theory in neuroscience,
we also include a MATLAB software package (the Neuroscience Information Theory

Information theory in neuroscience

AG Dimitrov, AA Lazar, JD Victor - Journal of computational neuroscience, 2011 - Springer
… In conclusion, Information Theory is thriving in the neuroscience community, and the long
efforts are bearing fruit, as diverse research questions are being approached with more …

Information theory and neural coding

A Borst, FE Theunissen - Nature neuroscience, 1999 - nature.com
… Here we review information-theory basics before demonstrating its use in neural coding.
We show how to use information theory to validate simple stimulus–response models of neural …

Extracting information from neuronal populations: information theory and decoding approaches

R Quian Quiroga, S Panzeri - Nature Reviews Neuroscience, 2009 - nature.com
Information theory considers all the information in the neural response, but it is more difficult
… by decoding and information theory has not been exploited enough in neuroscience. A joint …

[PDF][PDF] Principles of neural information theory

JV Stone - Computational Neuroscience and Metabolic Efficiency, 2018 - core.ac.uk
… in this book reflect the harsh realities implied by the application of information theory to
neuronal computation, and the predictions of … Accordingly, this book is intended as a …

[图书][B] Directed information measures in neuroscience

M Wibral, R Vicente, JT Lizier - 2014 - Springer
… This decomposition of the total (Shannon) information then provides a link to information
theory as originally introduced by Claude Shannon for communication processes only. In recent …

An information theory account of cognitive control

J Fan - Frontiers in human neuroscience, 2014 - frontiersin.org
Information: Entropy, Surprise, and Entropy Rate Before I discuss the role of information theory
… In Shannon's information theory (Shannon and Weaver, 1949), information is defined as …

An introductory review of information theory in the context of computational neuroscience

MD McDonnell, S Ikeda, JH Manton - Biological cybernetics, 2011 - Springer
… Abstract This article introduces several fundamental concepts in information theory from the
… in neuroscience for two reasons. Simply applying formulae from information theory without …

Theory and simulation in neuroscience

W Gerstner, H Sprekeler, G Deco - science, 2012 - science.org
… synergies between theory and simulation. Even though it forms an important subfield of
computational neuroscience, the analysis of neuronal data (22–24) is not included in this review. …

[图书][B] Fundamentals of computational neuroscience

T Trappenberg - 2009 - books.google.com
… This chapter includes a brief discussion of how information is presented in neural activity,
often referred to as neural codes. This is an area where information theory has contributed …